{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TrOCRProcessor:\n",
       "- image_processor: ViTImageProcessor {\n",
       "  \"do_normalize\": true,\n",
       "  \"do_rescale\": true,\n",
       "  \"do_resize\": true,\n",
       "  \"image_mean\": [\n",
       "    0.5,\n",
       "    0.5,\n",
       "    0.5\n",
       "  ],\n",
       "  \"image_processor_type\": \"ViTImageProcessor\",\n",
       "  \"image_std\": [\n",
       "    0.5,\n",
       "    0.5,\n",
       "    0.5\n",
       "  ],\n",
       "  \"resample\": 2,\n",
       "  \"rescale_factor\": 0.00392156862745098,\n",
       "  \"size\": {\n",
       "    \"height\": 384,\n",
       "    \"width\": 384\n",
       "  }\n",
       "}\n",
       "\n",
       "- tokenizer: RobertaTokenizerFast(name_or_path='models/trocr-base-handwritten', vocab_size=50265, model_max_length=512, is_fast=True, padding_side='right', truncation_side='right', special_tokens={'bos_token': AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=True), 'eos_token': AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=True), 'unk_token': AddedToken(\"<unk>\", rstrip=False, lstrip=False, single_word=False, normalized=True), 'sep_token': AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=True), 'pad_token': AddedToken(\"<pad>\", rstrip=False, lstrip=False, single_word=False, normalized=True), 'cls_token': AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=True), 'mask_token': AddedToken(\"<mask>\", rstrip=False, lstrip=True, single_word=False, normalized=True)}, clean_up_tokenization_spaces=True)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "import random\n",
    "from transformers import TrOCRProcessor\n",
    "\n",
    "processor = TrOCRProcessor.from_pretrained(\n",
    "    'models/trocr-base-handwritten')\n",
    "\n",
    "processor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Dataset({\n",
       "     features: ['image', 'text'],\n",
       "     num_rows: 68000\n",
       " }),\n",
       " {'image': <PIL.PngImagePlugin.PngImageFile image mode=RGB size=34x26>,\n",
       "  'text': '竺航欣'})"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datasets import load_from_disk, Dataset\n",
    "\n",
    "def f():\n",
    "    dataset = load_from_disk('dataset/lansinuote/ocr_id_card_small')['train']\n",
    "    for data in dataset:\n",
    "        for box in data['ocr']:\n",
    "            image = data['image'].crop(box['box'])\n",
    "            yield {'image': image, 'text': box['word']}\n",
    "\n",
    "\n",
    "dataset = Dataset.from_generator(f)\n",
    "\n",
    "dataset, dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=384x384>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import PIL.Image\n",
    "\n",
    "\n",
    "def pad(image):\n",
    "    w, h = image.size\n",
    "\n",
    "    ratio = 384 / max(w, h)\n",
    "\n",
    "    w = int(ratio * w)\n",
    "    h = int(ratio * h)\n",
    "\n",
    "    image = image.resize([w, h])\n",
    "\n",
    "    pad = PIL.Image.new('RGB', [384, 384], 'black')\n",
    "    pad.paste(image, [0, 0])\n",
    "\n",
    "    return pad\n",
    "\n",
    "\n",
    "pad(PIL.Image.new('RGB', [100, 20], 'green'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8500,\n",
       " (tensor([[[[ 0.1608,  0.1608,  0.1608,  ...,  0.1608,  0.1608,  0.1608],\n",
       "            [ 0.1608,  0.1608,  0.1608,  ...,  0.1608,  0.1608,  0.1608],\n",
       "            [ 0.1608,  0.1608,  0.1608,  ...,  0.1608,  0.1608,  0.1608],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.1373,  0.1373,  0.1373,  ...,  0.1373,  0.1373,  0.1373],\n",
       "            [ 0.1373,  0.1373,  0.1373,  ...,  0.1373,  0.1373,  0.1373],\n",
       "            [ 0.1373,  0.1373,  0.1373,  ...,  0.1373,  0.1373,  0.1373],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.2000,  0.2000,  0.2000,  ...,  0.2000,  0.2000,  0.2000],\n",
       "            [ 0.2000,  0.2000,  0.2000,  ...,  0.2000,  0.2000,  0.2000],\n",
       "            [ 0.2000,  0.2000,  0.2000,  ...,  0.2000,  0.2000,  0.2000],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7098,  0.7098,  0.7098,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.6784,  0.6784,  0.6784,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.6784,  0.6784,  0.6784,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.6784,  0.6784,  0.6784,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.8667,  0.8667,  0.8667,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8667,  0.8667,  0.8667,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8667,  0.8667,  0.8667,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.8431,  0.8431,  0.8431,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8431,  0.8431,  0.8431,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8431,  0.8431,  0.8431,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.7804,  0.7804,  0.7804,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7804,  0.7804,  0.7804,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7804,  0.7804,  0.7804,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7490,  0.7490,  0.7490,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7490,  0.7490,  0.7490,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7490,  0.7490,  0.7490,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.7725,  0.7725,  0.7725,  ...,  0.7725,  0.7725,  0.7725],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ...,  0.7725,  0.7725,  0.7725],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ...,  0.7725,  0.7725,  0.7725],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.7725,  0.7725,  0.7725,  ...,  0.7725,  0.7725,  0.7725],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ...,  0.7725,  0.7725,  0.7725],\n",
       "            [ 0.7725,  0.7725,  0.7725,  ...,  0.7725,  0.7725,  0.7725],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.7961,  0.7961,  0.7961,  ...,  0.7961,  0.7961,  0.7961],\n",
       "            [ 0.7961,  0.7961,  0.7961,  ...,  0.7961,  0.7961,  0.7961],\n",
       "            [ 0.7961,  0.7961,  0.7961,  ...,  0.7961,  0.7961,  0.7961],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          ...,\n",
       "  \n",
       "  \n",
       "          [[[ 0.7255,  0.7255,  0.7255,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7255,  0.7255,  0.7255,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7255,  0.7255,  0.7255,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.7255,  0.7255,  0.7255,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7255,  0.7255,  0.7255,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.7255,  0.7255,  0.7255,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.5765,  0.5765,  0.5765,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5765,  0.5765,  0.5765,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5765,  0.5765,  0.5765,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.5765,  0.5765,  0.5765,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5765,  0.5765,  0.5765,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5765,  0.5765,  0.5765,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.5451,  0.5451,  0.5451,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5451,  0.5451,  0.5451,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5451,  0.5451,  0.5451,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.5451,  0.5451,  0.5451,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5451,  0.5451,  0.5451,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.5451,  0.5451,  0.5451,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 0.8353,  0.8353,  0.8353,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 1.0000,  1.0000,  1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 1.0000,  1.0000,  1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 1.0000,  1.0000,  1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            ...,\n",
       "            [ 1.0000,  1.0000,  1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 1.0000,  1.0000,  1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [ 1.0000,  1.0000,  1.0000,  ..., -1.0000, -1.0000, -1.0000]]],\n",
       "  \n",
       "  \n",
       "          [[[ 0.6784,  0.6784,  0.6784,  ...,  0.6784,  0.6784,  0.6784],\n",
       "            [ 0.6784,  0.6784,  0.6784,  ...,  0.6784,  0.6784,  0.6784],\n",
       "            [ 0.6784,  0.6784,  0.6784,  ...,  0.6784,  0.6784,  0.6784],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.6314,  0.6314,  0.6314,  ...,  0.6314,  0.6314,  0.6314],\n",
       "            [ 0.6314,  0.6314,  0.6314,  ...,  0.6314,  0.6314,  0.6314],\n",
       "            [ 0.6314,  0.6314,  0.6314,  ...,  0.6314,  0.6314,  0.6314],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]],\n",
       "  \n",
       "           [[ 0.8118,  0.8118,  0.8118,  ...,  0.8118,  0.8118,  0.8118],\n",
       "            [ 0.8118,  0.8118,  0.8118,  ...,  0.8118,  0.8118,  0.8118],\n",
       "            [ 0.8118,  0.8118,  0.8118,  ...,  0.8118,  0.8118,  0.8118],\n",
       "            ...,\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000],\n",
       "            [-1.0000, -1.0000, -1.0000,  ..., -1.0000, -1.0000, -1.0000]]]],\n",
       "         device='cuda:0'),\n",
       "  tensor([[    0, 37127, 15389,  ...,     1,     1,     1],\n",
       "          [    0,   844,     2,  ...,     1,     1,     1],\n",
       "          [    0, 36714,  9470,  ...,     1,     1,     1],\n",
       "          ...,\n",
       "          [    0, 37127, 15389,  ...,     1,     1,     1],\n",
       "          [    0, 37127, 15389,  ...,     1,     1,     1],\n",
       "          [    0,   996,     2,  ...,     1,     1,     1]], device='cuda:0')))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def f(data):\n",
    "    image = [i['image'] for i in data]\n",
    "    text = [i['text'] for i in data]\n",
    "\n",
    "    image = [pad(i) for i in image]\n",
    "    pixel_values = processor(image,\n",
    "                             return_tensors='pt').pixel_values.to('cuda')\n",
    "\n",
    "    input_ids = processor.tokenizer(text,\n",
    "                                    truncation=True,\n",
    "                                    padding='max_length',\n",
    "                                    max_length=128,\n",
    "                                    return_tensors='pt').input_ids.to('cuda')\n",
    "\n",
    "    return pixel_values, input_ids\n",
    "\n",
    "\n",
    "loader = torch.utils.data.DataLoader(dataset,\n",
    "                                     batch_size=8,\n",
    "                                     shuffle=True,\n",
    "                                     drop_last=True,\n",
    "                                     collate_fn=f)\n",
    "\n",
    "len(loader), next(iter(loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of VisionEncoderDecoderModel were not initialized from the model checkpoint at models/trocr-base-stage1 and are newly initialized: ['encoder.pooler.dense.bias', 'encoder.pooler.dense.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[-11.9389, -11.2034,  10.8326,  ..., -11.8027, -11.5450,  -9.3950],\n",
      "         [-12.1355, -11.1311,  10.9088,  ..., -11.5007, -11.3795,  -9.4418],\n",
      "         [ -7.2160,  -6.9439,   6.3361,  ...,  -7.1805,  -5.4630,  -4.3813],\n",
      "         ...,\n",
      "         [ -8.9369,  -9.4877,  11.7823,  ...,  -8.7975,  -8.8598,  -8.2410],\n",
      "         [ -7.9808,  -8.6648,  11.4822,  ...,  -8.4685,  -8.8752,  -8.2454],\n",
      "         [ -8.5397,  -9.1675,  12.2405,  ...,  -9.0492,  -8.7624,  -8.3091]],\n",
      "\n",
      "        [[-10.6822,  -9.6624,   7.9005,  ...,  -9.1664, -10.5171, -10.4402],\n",
      "         [-12.2104, -11.8032,  11.3664,  ...,  -9.9299, -10.7933, -11.5538],\n",
      "         [ -8.6344, -10.0360,  11.6480,  ...,  -6.3237,  -7.3374,  -7.7646],\n",
      "         ...,\n",
      "         [ -9.2799,  -9.3836,  11.2215,  ...,  -7.8870,  -8.7647,  -9.4220],\n",
      "         [ -9.1059,  -9.2214,  10.9895,  ...,  -8.3358,  -7.7679,  -9.2986],\n",
      "         [ -8.4220,  -8.6244,  10.0679,  ...,  -7.2912,  -7.7485,  -9.2116]],\n",
      "\n",
      "        [[-10.8386,  -9.6860,   9.8169,  ..., -11.1239, -10.7727,  -9.6907],\n",
      "         [-11.3196, -10.7186,  10.8237,  ..., -11.9423, -11.1886, -10.9547],\n",
      "         [-12.5263, -13.7515,  14.0231,  ..., -10.2922, -10.8359, -12.8070],\n",
      "         ...,\n",
      "         [ -8.1369,  -8.2991,  10.7989,  ...,  -9.2514,  -8.1657,  -8.6009],\n",
      "         [ -8.2934,  -7.6620,  11.1575,  ...,  -8.4541,  -7.9687,  -8.6326],\n",
      "         [ -7.1894,  -6.9951,  10.7522,  ...,  -8.1421,  -6.8937,  -7.5731]],\n",
      "\n",
      "        ...,\n",
      "\n",
      "        [[-12.8574, -11.9140,  13.4183,  ..., -12.4638, -12.5551, -12.0081],\n",
      "         [-12.4916, -11.2967,  13.2191,  ..., -11.9762, -10.9865, -11.6150],\n",
      "         [-14.6268, -14.0774,  15.9602,  ..., -12.0947, -12.7184, -14.6585],\n",
      "         ...,\n",
      "         [-11.3763, -10.4531,  13.2877,  ...,  -9.6393, -10.4668, -10.6587],\n",
      "         [-11.2335, -10.5422,  13.8348,  ..., -10.3887, -10.1802, -11.3647],\n",
      "         [-10.1154, -10.5275,  12.8146,  ...,  -9.9247, -10.0149, -10.7807]],\n",
      "\n",
      "        [[ -8.6065,  -9.3585,  10.6145,  ...,  -9.8369,  -9.5574,  -9.9098],\n",
      "         [ -8.5797,  -9.4460,  10.6421,  ..., -10.5193, -10.6233, -10.2817],\n",
      "         [ -6.0130,  -4.7792,   6.9522,  ...,  -8.8980,  -6.5410,  -6.7650],\n",
      "         ...,\n",
      "         [ -5.9207,  -7.0070,  12.3775,  ...,  -9.3368,  -8.3495,  -6.6378],\n",
      "         [ -6.3789,  -7.1527,  12.7641,  ...,  -9.6788,  -8.2327,  -6.6342],\n",
      "         [ -5.8863,  -6.6137,  11.7923,  ...,  -9.7275,  -7.9919,  -6.9760]],\n",
      "\n",
      "        [[ -8.4687, -10.7770,   9.0659,  ..., -11.7518, -11.4204, -10.5411],\n",
      "         [ -9.3543, -10.2913,   9.5574,  ..., -10.7163, -11.4762, -10.1000],\n",
      "         [ -5.8422,  -6.0724,   8.7644,  ...,  -9.0132,  -8.0783,  -7.1240],\n",
      "         ...,\n",
      "         [ -4.4783,  -5.6115,  11.7311,  ...,  -7.0017,  -7.6344,  -6.3917],\n",
      "         [ -3.7803,  -5.7577,  12.2629,  ...,  -7.0769,  -6.5149,  -5.3071],\n",
      "         [ -4.2143,  -6.3658,  12.3995,  ...,  -7.5367,  -7.8836,  -5.7380]]],\n",
      "       device='cuda:0')\n"
     ]
    }
   ],
   "source": [
    "class Model(torch.nn.Module):\n",
    "\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        from transformers import VisionEncoderDecoderConfig, ViTModel, TrOCRForCausalLM\n",
    "\n",
    "        config = VisionEncoderDecoderConfig.from_pretrained(\n",
    "            'models/trocr-base-stage1')\n",
    "\n",
    "        self.encoder = ViTModel(config.encoder)\n",
    "        self.decoder = TrOCRForCausalLM(config.decoder)\n",
    "\n",
    "        from transformers import VisionEncoderDecoderModel\n",
    "        parameters = VisionEncoderDecoderModel.from_pretrained(\n",
    "            'models/trocr-base-stage1')\n",
    "        self.encoder.load_state_dict(parameters.encoder.state_dict())\n",
    "        self.decoder.load_state_dict(parameters.decoder.state_dict())\n",
    "        del parameters\n",
    "\n",
    "        self.train()\n",
    "        self.to('cuda')\n",
    "\n",
    "    def forward(self, pixel_values, input_ids):\n",
    "        last_hidden_state = self.encoder(pixel_values).last_hidden_state\n",
    "\n",
    "        input_ids_shifted = torch.zeros_like(input_ids)\n",
    "        input_ids_shifted[:, 1:] = input_ids[:, :-1].clone()\n",
    "        input_ids_shifted[:, 0] = processor.tokenizer.cls_token_id\n",
    "\n",
    "        return self.decoder(input_ids=input_ids_shifted,\n",
    "                            encoder_hidden_states=last_hidden_state).logits\n",
    "\n",
    "\n",
    "model = Model()\n",
    "\n",
    "with torch.no_grad():\n",
    "    print(model(*next(iter(loader))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import PIL.Image\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "def show(image):\n",
    "    image = image - image.min()\n",
    "    image = image / image.max() * 255\n",
    "    image = image.permute(1, 2, 0)\n",
    "    image = np.uint8(image.to('cpu').numpy())\n",
    "    image = PIL.Image.fromarray(image, 'RGB')\n",
    "\n",
    "    plt.figure(figsize=(1.5, 1.5))\n",
    "    plt.imshow(image)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show(torch.randn(3, 100, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<s>Insurance Institute for</s>'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def decode(input_ids):\n",
    "    input_ids = input_ids.to('cpu').tolist()\n",
    "\n",
    "    if processor.tokenizer.sep_token_id in input_ids:\n",
    "        idx = input_ids.index(processor.tokenizer.sep_token_id) + 1\n",
    "        input_ids = input_ids[:idx]\n",
    "\n",
    "    return processor.tokenizer.decode(input_ids)\n",
    "\n",
    "\n",
    "decode(torch.LongTensor([0, 19751, 12590, 2534, 13, 2, 1, 1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0 10.247647285461426\n"
     ]
    },
    {
     "data": {
      "image/png": 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Dh3H22Wf3tldVhTPPPDPtM0833HADVldX0zjvvPMAlBbUBNO8TBaBDN7SJSBAZY2KCgmw4t9XS0AJ2p7h34CpXDAK4HlT/pRSgRN5m7MDmC3GQAHfihI3axoVH4ybN2gb4eBd6H+vgdUCxopwhi3srMOkQbgyDh06hKNHj6bx5JNPAsg3ffPoU+8GwgDKhawalaMWQO3mgZoB2pYgtQOTGuq9Q+UrVL5GVVXF8LL0Ht6LR8o7Su5TCTfMlggDbdOIxaFt2mQ269SLFu0hifnBSwHiEiCRvXP9QIlB0o/UdGVVAI8cOYLXve51af2RI0fwlre8Je0zX4696zo8++yz264imMyN6DEulDclQVe5joTssYwYFahRpm4VAdJQcHZtm6b6ZJaK5vkCyKlx3vmECVaXLTS+QORWjeSKajJLGQesJdPMe9bBEYs43hBc7VG3Fdp2JNxc3b4SrxDBPiJSzFX4tEwnIfan/BT4MkzQ/kg56/nnn4/du3f3KgQeO3YMDz30UKoQuG/fPjz33HN45JFH0j73338/Yoy49NJLt/V9Ytzn5Eu390aZk2r9PANqhEREFUA1cAa1k3bqFDBuKgAOhawoAc6kPv66HmE0HmMynmAyWcHKygpWdpyGlR07sGNlB1Z2rMhYWcFkZYLxZILxZIR6JBzYeachjBLIbUpeq1w2cVV9aGIXZARzDcf8cHDUByOWjwH6Uu3waNuc9cSJE/iv//qv9P473/kOHn30UZx55pnYu3cvrr32WvzxH/8x3vCGN+D888/HH/7hH2LPnj246qqrAABvfOMb8Su/8iv40Ic+hJtvvhlt2+LgwYN43/vetz1LAERhchaOUsQCCERzLVQCUg2IDFRzhypYC4CGgquGriu4rgVc23fq1O8cnPfw3sORg7N4UeWimctGxCDhhlGzC+y7OXSikEURTziK55U8wXdeLQ7i7g36UAUDrFOrAIuNleByzLUFoacEyTK4ZVi0bbA+/PDD+MVf/MX03ipSX3311bj11lvxe7/3e1hbW8M111yD5557Dj/3cz+He+65B5PJJH3m7/7u73Dw4EH80i/9EpxzePe7343PfOYz2z55cTXy3LpMFqsKGFgZQbmruEJjklNNBBCg5nhVsxCIKSpmLxKJPddXlciodYWqqlH5Cs4Jl0xyR+QkW8ZOj6PHbLsO1LaILRA00sq+h8CgDuhaLyBtLaBGgmtiF7O1gRwiLIBHyx2p7TlHQMivExG2/Vu/HOiUdGv5YenYsWNYXV3F//9/H9HK10Zzqr/6IEXn0DwpBV9rcmjbJLupadyz6QyzqXiNphtTzDammM2maGcSxBJDFKB6j7quRQQYyRDA+hTlbyzdUmBip+eggdtN02LWzDCdNZg2U7ECdJ2AmwhV7TFZmeC000/D6bt2YnV1F3at7sSu1Z04befpWFlZwWg8Rl3V8FUFT16UNnWQyK/iUqALEXD0uWP4tbddiSNPLba+nCo6evQodu3ateX2QccGzIdPcwqdFxdjmbcfOMusXVQFi2PimIlzBkldiTZ9l2nUUPutTv2+qlDVNUajMcaTMcajMerRSGRQckmXKfO1uta4doe27QBHCGD4GOCC1wxUFQUYCAHJSRDTmJNVQ5T0nhDBjsDO6iBElYOjAtZ+n2HKrYMGq1Mff7IewW5B1LhRmRCjigAmBkTmBEaTHS0JkNWrJRmiRR4BEcg5EDsQAd6JKaqua4xGI7VYTDBW7ppFAU7ACrFDVXXoOo+284B3CGBUMcB1Xo6f8sTEy0aRhCObvDwPUpWFETmlpiNqFkHPhmfSO9BLBRoQDRqsVHAIAWpfYk1+qmQsz+GA5XsTE+xzdnTxflFPidItPRGgHo1Qj8YYjUcYjSfCWZ3Ki4X44TuHzjnAOTARIhg+dHCtBGJTkc/CYAGhoxQRZgPK8Yt87+wBSJrV4l9syH6BQYN1M/Gmd/NVUTabcMz8ZTHMWnDCqeHeCwflyABJaglA8F656niE0XiE8XiE8Wgscmtdi0WAkJQrFzp0jpIPP4LhOcB5A6pku5KlrCT8cXEhxeuyakZvLPhZaIsxMBo0WMuCZyV/Ta7GtGNxY0uQAkXcABJI2XnEyiOGSsxULAHO3lnFaEJViW11PJ5gPB5jVIyqqpKCxSzTNgyozHDMcBxAwcN5D9I0FSKngThlKg6lvEgp2GGVZiSzIa9HWp+oF4WlY6BABQYP1n5TMlb7aqr7Y2amRBGk1a+yEyGX8GHnYIGvHD0QawU0ofIVQogLwDrGeLKigDUjf51KbMbI6FyAJ4gtNEY4jqAoICXlquQI5CjZaYUzWxaA9sBS/b4PvxxnACCnaRtQLbIniRibhNnB0MDBmuVPoYKzFiP/y0B1YEQCPBFYA7ThRYECV+quFHnVey/WgmCPQykGjDEeTTCeZBHA+yp5oyiE1JjCsQdVkgwIJyCFgpScglTjBUyM8CB4telaUSFL5tkM3IxNC/NJwT29kpzDZK8DB+u8EaYArpkH9A2xde2LyS3r1cpVJaAyHFcp58A7h8pHhKpCCFkZIxKwVnWF0WiEejSRZV0rWAVGkaWEjwM0Y9UBIcsdnKpZqAjgKHvFrLyQcxmsmiDoykGbwWrKYS9WsmeDHh5QgVcIWMv3sizk2EJOTYmCxOn+GXAq77QioChYzgXE4BEq4agxFrUFNB7AV5VYA2qZ/sUw70HOqzZv5TYdEFXbd5Sj+ufFyUIE8M6DEeU1OXjy8Gad0JEqIhYGf7j5NPQ5oC7FgFNDi0zbm4M15ppOmAXWfAcs03BgB+fFsRCjcNXoNasgcg5mNpOWU7BWwk2rWoDqnNhLWeXmyJwAxGZDJSSrAOt6kFkC1FRGYt4Sq4QXwJqFQsHqkUHrqEwDNM6K5MXrgXagNGiwztNmq00JWAWwqs6mWIEI7M3jQ4iO4aJTh0HfKlRyKOe8cldRqHwl78mJazMZ9Z2IAia3Su3WqNlTEgNQuseSguWkMGdVArXYljkskj3YAJ8BWWaxlstBhDFvolcUWF8IpdtIhKg2VWanIaAMigJmdkihhWAgVX4xGVMVL+8reF/BVV7MT9ptOkZJSCxdDSJm9Ou5prSU4gydTvtwnB8KTd32hSJGLjsuiPrQXKxADZerAq8CsArHNKuNypCqMjundgG27FCWRFm26HoqeFBf9rPp3mvkvxn2iVxKRjRsRM2gjRqLEKJmp1quVnLzAlbq0jkJoE5iQBquAGxfGTMxAjDhZ56rYoghAYkGDta+CcZe2YwtFQPFJy7FnwW27FTpcWKnlCIXIiIk/4EeMVm9esqJTsNeuanaS53ZONW+KdN+TkiUEMQ2VR+02FlLUTENTpQlqdMqAK2Ug3s4L4HaXr/bRjZ/WUyrXkPU6y1/tYECdtBgzZykNF5RD7QWTJIAazs6gKIDO6155TgHEaCQUYvjJplQFRjSad/5LDPKZ+UBsCCZfop3lyL/2wKwMQT1lqnJSq0DCawGWH3vvIoEeg6+8H6V9lSxRsi1JMvrEqyngjYbt0voymsnUfJmd8pCK0AMigKu3DpTbQdzYJXPFtMqqcdJGwvbqYh7XuXQlOJtnFQTAdtGAavpKl2HYNmxQLK5OnJJJu4NVeaciSAaVwAVQ/LJFL+KXhqB+m6/AdGgwVoawct70+OsXHBYAGBxCCivBTxyCjUXn0NxkOILcwwCgawDdlHUWOISMkcNRX5X2za5OEYzQ9tohUJL/NPzMK7tSRW4Soe+dgpU5x2cy4pdtgRQf4bRmIJ0YcNsMDhssM57Y7I9VcBLln9U8tskV+r0z0Dq7dqjjNwEQwOrFdUwjqrbLXUmqtJUVshuuyZxVUuxblvLp9JgF02XpWRftTTuWoek0GT51QCblTs16OYrMKDqbwLWOrQDpFcQWLNykt/lzYnTcAZtT4jYZNXJfrCyu7ZZDvrflIHKGhIYjaumVG6tNtgIV23aBp3mU8UuSkcYQL1YUoHVL6g/4CsvzocCpBZPQOrtMHPb/PX07GgDpG1Zh2+44QZcfPHF2LlzJ84++2xcddVVeOKJJ3r7TKdTHDhwAK95zWtw+umn493vfjeOHDnS2+e73/0u3vGOd2DHjh04++yz8bu/+7voum77Z0/lMLMSEhMpd0h/5oc37zotGtRzfebwPZc07hLbIqNqQmAsyroXBTO6VKhClSsrWtF1KaWGAVXYHHzlUVkBYR2+NnFAbK4CWFP0iljY/DNg3puXHSTDo22B9YEHHsCBAwfw1a9+Fffeey/atsXll1+OtbW1tM/HPvYx/NM//RPuuOMOPPDAA/je976Hd73rXWl7CAHveMc70DQNvvKVr+Bzn/scbr31Vlx//fXbPnle+JeiAIo/BSbrwA8Cq++BltSzRERwVrq3BKwGQ6dcK02TDprrX4KzaXRYwqLZWvVQ5EgauNUS1VWPas1IqAWwVbbrZsdAMcmQdMGi3i9hQTxlgvrwAPtDZbc+88wzOPvss/HAAw/g53/+53H06FG89rWvxW233Yb3vOc9AIBvf/vbeOMb34gHH3wQl112Gb7whS/gV3/1V/G9730v1cS6+eab8fu///t45plnMBqNfuD3Wnbrvz/99SK7NYNHpnst2MY5VC7/x6bXwLyCZuJCqTxp5JUGtaQCGlbdWlO727bDrGmwsbGBE+trOL62huMnjuP42gmsra1hfWMDzaxB6AIQGY4dKlSoXYWRG2Fc1RhXY4zrEcajGpOVMVZ2THDaaRPsOH2CldMmWDltjMnKCKNUJMMneZW1m2Ey3c5ZNo4ePYYrf+4dOPxUf8Y71fSDslt/KCfx0aNHAQBnnnkmAOCRRx5B27a9KoI/9VM/hb179/aqCP7Mz/xMr3jbFVdcgWPHjuHxxx9f+D1bVRGMYAQd5m3Pk54BVTirYwfPspwfwnEJTgfNfc6x7++vXbQpEhCQcvdj1yFaowztQdA2baqY3cyk1uts1kpFwrZFo91dAkQWdpWDryvU4wqjSYXRpJYxrlCNRTTwlUs5W5QCW3NFGqIIoghHAY4CyAUQ5eFomHUDXjRYY4y49tpr8ba3vQ0XXnghAKkQOBqNcMYZZ/T2na8iuKjKoG1bRFtVEQwUE0gzaHMASgIsO52+vQJPRhILIoGiLRWsUQCcRyFGMGlhXgZbhZU2ILYy9QfrQ9A0AtRZg9m0wXTaYDZttUZAi1mjZd2jXAN5AWs18qgnFUYrNcYrNcYG2FGFauTha3FEmEmVrM88MaBAJQogF+GcgNO5AOc6eNfBuQ5DFANeNFgPHDiAxx57DLfffvuP8nwW0lZVBAMiAsmIFFN36lKlIBjQvHJRr8NJaknMgIVVhw4CRooEFADNS9nOxlU7kVOjdXWZNWm0UwFro0CdGWedSXeXRsHKAOAIrnbKVWsB644RRis1RhPhtpmzZoVKgCppiGJWMC7agVwGqnMB5GTdZuvHy59elOnq4MGDqbz6ueeem9bv3r0bTdPgueee63HXI0eOpAqBu3fvxte+9rXe8cxasN0qggERpppYuodGomh2KKUtaWpPfV7NSyVsmMHZLkuA9ckypQU6xXLiqkgigAC1Q2g6nf6Fo7bTokCwcdiZcNSmCwAz6opQeYlggCf42qMaC2c1jjoe1xiNa9Rjj2rkBKzS962QqfV81UTFlJWsEpgEvDrEAGbGwYMHceedd+L+++/H+eef39t+0UUXoa7rXhXBJ554At/97nd7VQS/+c1v9spe3nvvvdi1axcuuOCCbZ28hNvlMLtSZk2c1bghCjk1OlB0cDbtGxctloiut06i/XV7IECnf+5EBBCgNjKmMtrZTLjqrEE7M0tAJ/2y2oCukz6vkSFc1Tu42qMaZc6auOqkQjWq4GsPVzmQ7z9IYq5TLT+JAnFOVu2E21LAEMWAbXHWAwcO4LbbbsM//uM/YufOnUnGXF1dxcrKClZXV/HBD34Q1113Hc4880zs2rULH/3oR7Fv3z5cdtllAIDLL78cF1xwAX7jN34Dn/rUp3D48GF8/OMfx4EDBxZyz+ejUJirHHIASTJwpHAASgoUogQ1l+ECxmGl8bC5PFHYb/VgRFKoJTI4ADEwQhsR2g6dcdVZo3WzZgpSAWrbtGhNRu0kVJCIUJlzyam8qmCtxxXqiQJ1VKOuTQTwKq+6xGokQEdnBwLAYqZiinM2VQ0cpDhEKWB7YL3pppsAAL/wC7/QW3/LLbfgN3/zNwEAf/EXf5EqA85mM1xxxRX467/+67Sv9x533XUXPvKRj2Dfvn047bTTcPXVV+OP/uiPtn3yEoJnblakitbSBEL2IW0C4Vi1dwC5MYTtw2ryKTzqc3OOHV9MQtyzp3atALWdtSqfztBOpW9Wq32zurbLMQAWtJKi+612loevPepRVYwa9agEaraxImUgZLd/Aiwisq3Vtg/bhbUtsL4Qk+xkMsGNN964ZeshAPjxH/9x3H333dv56i1OKAerPO9OL+rY+XPqUJW/VGQtSj1XA6r1AJjOMJuKQtXMLFhFiv+ytMUWKdoA6r26UIuS7uqtqgykyXMlJYwoZcX2HMYJsPK7UI+r0txyiDTo2ABKdlFdYd0GS8G1l0RVli3vc5m8NoWtJOeAOAByZxcLUkk9XBvR8qfTmY6pdFeZSQnN0ElgC4E1vdtLk0DvMaprjGtVokZ1Sumua83tqusUdWXxs6km1hxnLS+LtHKtiQfye5WBOMOjQYNVlCXzTJkxH0WZHb2NWj6y3zoTSEClsv4VYCkpZRGNsldWiNnn37SNdCGcCVA3NqYC1kYsAG3bIoRORBEi1N6DPAEkPa1WJmOsTMaYqMVjPLJCb5o1q3VXna9yHIBF51C+CumBZQ9lXmPWDkLxIPJ8CeZh0LDBGguTFNQDZe+UmzJrWgvY1Auku2xzZo+yKahwsorlwYAaOrTBOmE3mM1m0iZzw9pgapM39f/HIFy18qLF164CeYeqrjGZTLBjZYIdkwlWxmOMx1KUuK5GClSt8GLF24qpf55BirxuPlaVVJn16vWSmYHoMUSBYNhgVVdosqYm4KIQAZSraiiH1Y7qRf33RIJSELD0FDGRBQ6a7NehCwrUpsF0Jhx1fWOKjXXhrNJ8uEMbQ1J6Kuel+ou5VEcjTCZjnLZjBTtWlLuOxhgpR5WS7xXIVZuCq1GcZX7BiExw84XoOF+fKIhukDrW4MHq2SWwWjW9bCvvt9aRmqgW8kJqqoIyGVKjvxrVjZ+yOB4k8r8AqnFVbUIs/VuFu06ns9QMODKD1Ybq1Y7qR7XYUkdjTFaEs64YZx2NpHBGmvqlwksKrKYk3KR/ds0mm8dUXbC0z6V/4DjM2z7Ms1byClZgLrRVZVa7QVnFKPd0Kpcat5rnrsJRJTs1oOt1zbZg6gbTRhSr3IRYmgx3XZAYV0dwlbhIK+9EeRrXqMdagXBljB2TMVbGowxU46jkQSSdrNlKzwPgnpKYM3ANoP2hoEVhKeClGHDSScSAHPqX65RqdH8BwEKKQ+KiZkzVMkK5KjYnhSpy2CSrSlvMRrpmz0Q+3VBLwMZUrABdkGByV2l0FEsNgFGtFoBUgHiEyUgsArV2IHTOJ+6fdMTEICmZ7HqAU1C6VJsoP6y9KZ8ZzMuKLCedJKTPJ3tiNoL3OWUp3WXrY1TxT4v+KtvJadR97T+EgqsaZ9VcKglOUeCqezXEILlU8HCVB8DwmltVVx6jqsKorjGqKtRe22SSxIaZMs+BEawpMkc519TPKhPJ1aheSHCa0l1cmP0UsmD/o7sJJ5EGDdYcvELF/34tkgzaWMBVy7ORxueTKxiQcFWG9lKNMv1bh+wc7d+kqP+Z9VgtWhRFjlpLAOq1EtA5IJWv7FUEVIUwqtMhdB1S9WzPkJJFUZmtsx8gLRwcHOcs634lGZ1V0jM8PBEAGDhYk5kKQDbj0xynlW1muEomHLIIq8KWCli5tMKeGtB2XZ+Lqg21aUQESA2BFbBd2yJGVh8+IYZKXKyBk2+idFaY67ZznaTP6DQeAufKhNouU+odOFgJJCv0oWXghDNrxoDT38Iag5AqkgOtyzZssCYrgAGVOLEPotINmy2micNQaX9UJ4DaZZOHKgQtTCGcdDqbYZa8VDNMN0rXqnJWta0yR7goOf2pdWXIrloJLYwILiJQhxZZ1oydBMd436pDwIG0QmEqZlEkCTqtyMKk29hpec1cSsisCKQNjIdIgwZrKqg79+Ont0nJyt4pVmDKjiXIAStJGVi6ZYuM2mWOWoB0OhWvlShY4lbtNA6gazswM7xnBJ/Bap0FQxvQ1RoUTa2cV2DEjhGaAF+1qTaAxQSQl9DA3DBDoq8sy5WdR+UcwA7kvHJfAlvzOOXEAIBhiqxDB6v1dSiM5FSYaAp3ZKmRJJ9/Kc+pctWrT9UFzfVX3/9M/f7WJtOCVjQGwJoAxxDAHEHwqf2myKExd91uZcoHS6hh9CIGeC1xmYNcNIClqtQE5tPSorB85QFfgbwH4EUgIA8mqZ7NGk6YxYDigR0QDRqsZY68rsk2Hl2fTD4Lbo7cuwXyKudiam3bJbBaHtV0OlsAVGtQHBSsYpVI3QWtX6ty1rYKIHTa/ToilGUsbWr3Pkdl1RJ4XVkEVvGaowfVEYQKRNLYQ6N2Faic5VRKBpDB0bDBioKr2sK4qelbWGxuzFtkp8hIOVyRi47ZXZe4qyX+WR5Vr1BFF1LfV9P8RQbW1G2r1NIph20DWjhwBIILos2rfJmsBE6AWilYq1GFUFeoxjUqrsAcwBwA1NoaFIjaWEPkVcm14jI9hwjwA/S1YuhgnZdXS8ZKc4At7s+iW2U1AKSoWm5C3AWJW21bS0fRiH9VpJLiZCA17xmyowIoAcvKaTXlhIFIBOLQc2xYSSDvPULtUYUaMVaIsQZrYqClXgtIgei1ijecmt+cFEie90P3S2QPhgYNVqCwHwKJs87LqItofnNfFLDGF6JomdyZpvGgJX+Cds9OpSoFYOwkadFKUTpYBZe+gZ4jIyLA4hpSMWEL0HYE9tL0OJvcCM4TvCdET4jBIfocZytZCEU2moHVYmAHClRg6GDVqa30lG+HeO71/IgKKE6Npw3EyMCCgVTKp1szDQBZ3iwK/1oZojQrl2evgE1t4yF9D0IkuLlmw0ncsLIrL6SwzkBBajRssG6TSrGgiCgoCgdnx0IuG1m4NosQRKt35TTyP1YeiJW4Pp1mBVQeVSXJfnVVoao8Ku8ScL0VfFPTBVNMHiYyK0dRBskoQ13Pm9Fbk6+sfDU/hkfb0gtvuukmvOlNb8KuXbuwa9cu7Nu3D1/4whfS9pNaQTDRAo6yaI4vX7OCMDGkopsrl51dreRJbi4hhnmpjVp5yZmqqxqjWoKmx+MRJuMRxhOJTZV0lZEk/xlgFbQpbNAqB853ZKF+3wCratircEhWnC3783qPVKqXAC3QMVSobpOznnvuufjTP/1TvOENbwAz43Of+xze+c534hvf+AZ++qd/Gh/72Mfwz//8z7jjjjuwurqKgwcP4l3vehf+7d/+DUCuILh792585StfwVNPPYUPfOADqOsaf/Inf7Ltk8+m/rxmE3R5wY6WuFRUiQZDQ+9KgGZgUAKSTOuVrxCrAK5HoCiwrhwhVpXmWwHOOwHzWFJVRppbVWuCoLeAanuAiAEnpeNBAJGEFVoLI+dzXwFXjhK8qUIi5SXbNWcAD5F+qCqCgBRl+7M/+zO85z3vOSkVBIFcRfBb33sUO3ftzBBNkfFS7IG1Zqok+3Ge7okA8tKaUju1RkbS/JumxWw6w/r6BjbW17G+toGNtXVsrG9gpvGqzWwmNQJmUtgiaBVrVvMVAJnqa0unlhjWSl/7SgOrC7BCqxOmUEcSzms21cpSs7VCSzWq0vEkXXs0Vx7TKmQXjeAc4dhzx/DL//tXcPh7r5IqgiEE3H777VhbW8O+fftesgqCwNZVBHMIymbqx3+6xFWEVB5VTmrTfr/XtE25Pk37li69adqfjDGZTLCysoKVlRXs2JHHysoEk0lOBhwnDlslWTa9Ns47qjVpUEc9SkCUJMJ+Qwzhrr5Q4Iyj2tBrYgjXZmCIwsC2FaxvfvOb2LdvH6bTKU4//XTceeeduOCCC/Doo4++JBUEAaki+MlPfvIHnFk/brX/qiSdDrOVHNkyqttJCkmZfGrTcFVViHWdw/1IWsAH70UkCB2gBSwInKpYG5dL1avrKrXOTNaAlFNtahFlzmp1BWqvcq+VbNc4WO1A6ElBm0SADNJeZ+M4PKACLwKsP/mTP4lHH30UR48exT/8wz/g6quvxgMPPPBSnFuiQ4cO4brrrkvvjx07hvPOOw+8CaCFcGoG2JQsn7kqF8mC+RPWBFhvtCORU7WwRFVVCFUFrqWgGpEY84NziF0l038IYhPV1GdyKgqoX988Ua4STm1VteXUKQE2qUhmNdA4gFS2vdKesdrEzSvnd4WcncxjBtJhOq16tG2wjkYj/MRP/AQAKcT29a9/HX/5l3+J9773vS9JBUFg6yqCQvOq/jzR3IxXctO85HKblWcvOWslgOUoYBWvkUNUrooQIQWwuAdWck4CT7wsXdGQ2LR4OXVKI4NVO2TrZ6raF9YEU/RM0Sr6HfRmjQU/y0CB+0OHNMQYMZvNTnoFQaF5M77SJoPj3LRP0Lbp5aepN1NCTULGWY2zJZlyPBJFZzLGeDLGaGWM8WQF45UJJjsmGO+YYLIi78eTCUaTCUaTMUajMerxCCOrDzAvnyZlTNePi3W1VRIsG7ep+Ss16shmq4W/1mYTymBoW5z10KFDuPLKK7F3714cP34ct912G770pS/hi1/84kmvIAiIqYc3Tf22TVYkAUHFAnmvbdapsKsm0U45qyeJGzVtnCsJ+yPx24cQwLUHB3FvcdSO2uaJUoZugDf5Nb1OEf99437irIVd1xpeSIasZMpKqGC/0bE1xDCDB+znyF4NNToME63bAuvTTz+ND3zgA3jqqaewurqKN73pTfjiF7+IX/7lXwZwcisIAvLTsxXStZtNgN0dA6jJrxnA2g2bUkVTaCFB2Uej8a1eqmcPRgWA4T0QKperAQZ1d2pt+LJIHJnBXqdzcvoA2PTvTL3q+5uS1EoSH5CcBl46uSRw6mtKXjFK35l/JH2gCVo+iRWswwPsD21nPRVkdtZvHv46du48TdfmG8TFe+Es+XXZbIdBiMptI6vvP0TEoAErnZWrbBG6FqHtEFNTYPPNc+rUkwvE6RkVYO29tunaRBSUMQLIyhGVgNVCGY7gE7emoit20QrJlUqWSw4G+02OHT2GK3/27TgyMDvrsGMDUonyYv6fjxk0JUpdrACSONDvFqWWBa0hQF7skx4eoAjnAOcBDg4ctYN1Svwj7RDYt+OSygI9sBbLJBvbp6g465SyQ0n0cAm4UK8aFe7WLJfbsbOlhFLNLwCIHIfIWF8pYLX3faXC2lamwQVA2QCMwgRmYoBF2huHqsAe8AEa7eSzoqI+9547s1DkACoaEiMpblQC1UBaGC7KLAgDa5ZQCiDDllnMATIWYyFDmzz9qpBZX35kmZoFdy3k0vK1ZXr25NPCO5ukOAUroGnNzoEcA1yBo0tG/54BP3nIivbpsiUpWel0XAHQuYRH0vMvQVoaM1JoTbHevoUBrd1VKJUaZmal59Ovtmw0fPLJIuYza5J/KU6DDLSZ68nnKB2BwWAH7Uht0i4B2roH7OAMXSzve2xYm2uAs5u2x82RZucE0rKbdg+sxMW+nEEJ6xWgzmECynha6FsGcpWL9EDO+fX6uB0UDRusZMp+mucy9cTHLM/llbxwf9uSuaAqRLqVUtABJW6awVoCNh+0tE6VoE3bEqfkzeCVLxPAakwjAcV5yDLaawfwVu7UzHIXb3+Z06DBarTop9+0jua28txe1H8p3CvXc5VeWlw8GDa0ggocJCE/e8Y2Hbo/AfS+S0DLBVDtIcxHhFYGBMSmm8rNKcc1M1zvOcWiUJ9hmq4GDdYUPL0FI0lk3MvEWs5VSdTiqpWwCuNW4naUc+yKdJQ+YCmJAZuqayODrjydHnCLnP4+WPW1VZlJn2AAURW7ArTQa0uf0y2lvPoDfqqXMw0brAYOU3QKa0C+fQbALL/R3DYGw2n9AFCeYomQC6mlzxVPR0IFpOpfIQ33eVzeef65SuIFDOoGOlvP+eOmFSbZ2TREWy/7UBJgpWRAllo5164dIL0iwGo3vMdlLYoZ1JPR5qdIEKeGb8KzSsXGJvZSbSq9TqWuJUXguXcS6WS2kjjkAYtZVjUuSDYN2JcoCJmL6ylzsxhaFJGtf0f6uNX0slMYZvuLgYM193ooptyS20HlBJv+i/vvgGLqtw+WkzinQiZZjZrjnESJW0dwAXgD0GJRIE/LOVsKXIgAxSVm0BnntK/X7+bckSWDM1925uh55hhoQZZhgzUmMQCYV7PTDSPuvS+JqARzyX3NntnPH+iViGJVXRRINm33ZETeLAxk8OV40zKmdVHEFBfHs1G69+d1xZ74UHxwnt8PjQYNVuEuc1zVGA0MjGaE5wU3qTBKpgMoZ+W+Iapn7i+4WPnRNNnOn9Om8+YClMXDlr5tDlB2PPOSqsLFveVmLj436fS2DxGwgwYro28NYJB1Xs8cjAoA9aZZXU/FfoWIQMQJsJvN/P2zMGgYkDlv6i0TZ4smk/Y5qfyPUgsoiSzpBPucFVkEyUcX2bcnCS2gIQIVGDhYt4JPnwzNpd8q/zfgEjKec3Zp8XrLb8tTbHncLc84AThzVyqlSNPWE1CRQYoFy+Kb0+cX/CTzsB4iDRqs29Npt9q7lFXRe12Csz9JC5VChCllWwF2HiBUcsxCsi21+E2nuCVgt/iSF7ZpMDRUxbBHJePZeo/NVGZe2X7JD593yoClYkl9INtykTy4GPBZSzeN6Xm7ey8C6vyYF8G3GEO96UM970Sbdd4XRvNA3QSyUr4lFB6tYukygLOBNC8WiQ2bLAO9/TiJ0VmZez6uuEC/n5ePF4yh0iDFAFMsThw/AaAvoxFJzKfFivYDQ4pjoIhhLRUVgtaHYnjkotFiuspBJImZRSkvGTjnN/EiLgjlaly+L5SsVIiiyPfXvUSRVDibuYpRWNsK1qoxvqQNPpKCWTzGJ46vIcaXX5jgD0paGSRY/+d//gcA8H/+1y+e4jNZ0o+Sjh8/jtXV1S23DxKsZ555JgCpSPh8F/dKISvq8eSTTz5vjtJQiZlx/Phx7Nmz53n3GyRYnRNRe3V19RV587YiKzX6SqQXwnQGr2At6dVDS7AuaTA0SLCOx2N84hOfeFFVXIZIr7br3YoGWeRiSa9OGiRnXdKrk5ZgXdJgaAnWJQ2GlmBd0mBoCdYlDYYGCdYbb7wRr3/96zGZTHDppZduKv0+BLrhhhtw8cUXY+fOnTj77LNx1VVX4Yknnujtc2qa4L2MiQdGt99+O49GI/6bv/kbfvzxx/lDH/oQn3HGGXzkyJFTfWrboiuuuIJvueUWfuyxx/jRRx/lt7/97bx3714+ceJE2ufDH/4wn3feeXzffffxww8/zJdddhn/7M/+bNredR1feOGFvH//fv7GN77Bd999N5911ll86NChU3FJLzkNDqyXXHIJHzhwIL0PIfCePXv4hhtuOIVn9cPT008/zQD4gQceYGbm5557juu65jvuuCPt861vfYsB8IMPPsjMzHfffTc75/jw4cNpn5tuuol37drFs9ns5F7ASaBBiQFN0+CRRx7pNYZzzmH//v2pMdxQ6ejRowByRNlL2QRvqDQosH7/+99HCGFh47fna/r2cqcYI6699lq87W1vw4UXXghAmti9VE3whkqDDBF8pdGBAwfw2GOP4V//9V9P9am8rGlQnPWss86C936TRlw2hhsaHTx4EHfddRf+5V/+Beeee25av3v37tQEr6T5JniLfgvb9kqjQYF1NBrhoosu6jWGizHivvvuS43hhkLMjIMHD+LOO+/E/fffj/PPP7+3/dQ0wXuZ06nW8LZLt99+O4/HY7711lv5P/7jP/iaa67hM844o6cRD4E+8pGP8OrqKn/pS1/ip556Ko319fW0z4c//GHeu3cv33///fzwww/zvn37eN++fWm7ma4uv/xyfvTRR/mee+7h1772tUvT1cuJPvvZz/LevXt5NBrxJZdcwl/96ldP9Sltm7A4859vueWWtM/Gxgb/9m//Nv/Yj/0Y79ixg3/913+dn3rqqd5x/vu//5uvvPJKXllZ4bPOOot/53d+h9u2PclXc3JoGc+6pMHQoGTWJb26aQnWJQ2GlmBd0mBoCdYlDYaWYF3SYGgJ1iUNhpZgXdJgaAnWJQ2GlmBd0mBoCdYlDYaWYF3SYOj/AYJOJKB4W30lAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>2</s>\n",
      ".</s>\n",
      "0 1000 1.6856389045715332\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>9</s>\n",
      "<s><s></s>\n",
      "0 2000 1.4766359329223633\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>桑钰彤</s>\n",
      "<s><s>��结当</s>\n",
      "0 3000 0.5859097242355347\n"
     ]
    },
    {
     "data": {
      "image/png": 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cXI/u3BydzhydTpdOu0Or3aHd6ZTvzcTzGghN4LouraStEiOZ0lRNy6JdRvq6rpOkCUEwppAFYTjBrqrFdHStTAaIaS3C/uOGIivstK/keU6SpiSlBVKVUQlCCBzbVhF9ZVmN8sOYBlcqy+R5HgsLi1WkHoYh/nBAFEVsrK+Tpin9/hY//cnrOI5TRtRKBsozlRxQhd45nqei9majies1sCwLISBNYkbjEZsb6/z0J6/z2muv8qMfvcrW5gZhGJLneamhuiRpShjH+P4Qb2OdTqfDXLfH3Nw88/MLLCwssri4jK5rWJaqfdCbGo7rVNLU7trbaVCqVIycQko0oZrTCql8UMMw8FyXotWi1Wrheh6WbStVY1c6dz9s7A1HVoWdjFacxERxWFpWFXBZto3judiOu8sf3VuuJ4T6IFutttI+k5QoipSsFIQkccJoNEJKWQUvWaa0U1kUIClJY9HpdujNL7K0tEynO4fruGhlujeOIwb9Phvr6/S3NhiPRmSZSqU6roum6SrybzaxHQe9dFV0TSdNUkYjX9VFpMqHloXEce3quZqmYenGTs5/eoakVH59mjHyfZUhG/kM/W2VWu738YdDijyn2WrjOh7z8wvM9Xq0yoydrmvV+d4P3HBknRJuGgTFUayi8SgkTVMQYFq2yj7ZDqZpl0qAvicjM8352w602m0KWaAbBs1mm97CIjfffAvD4UC5GElEMBrjD7dJRyPSJKEoChzHodlqc+jmm7np4GFuuukQ8wuLOK6LLCSTScjIH7Kxsc7m+hrj0RjTtFhcXmFxaQXLsktRvkWr3cVxXISAPFM1B2E4ISqTDUN/mzSNkUjchovjeYDyz/VdageURM1SgiBgc3OT9fV1+v1NBoM+o+GA0XhEMAlIkwRNaMx1FUEXFpZYWT3A/MIijWYT3TCrzon9IOwNRdYd0YlKCkqSmDgqc+BlwGBZVpXVMi0lH+lCO6+iSOgapjARjQaaYeB6TXrzC9x08BAjv6zq6ivBfmN9DcoIHKkuua7nsri0xM+/4/9w68+9g978Ao7joukaaZwwCQIGg222NjbZ2twiiiK8RpPewiKNRlP5oZ1u5Ze6josA4jjC933W1s5w9uxPGQz6BOMxURgidI3O3BztThdd13HcvFQdZGmVZZkSjhgMtvnxj1/jf//3B5z56U/ob20w8oeEoaqrME2TxcUlFheXOHjwMItLy/R683Tm5mg0mhi6cX597GXgkluxv/71r/Mbv/EbrK6uIoTgS1/60p71Uko++clPcuDAAVzX5dixY/zP//zPnm36/T4f//jHabfbdLtdfud3fofxeHxZb+RSUUyrnuKYOA5Ly5ogUNbGdRwc2yk7A5RlFaI8XbuKmDVdV8K569HutOn15llaXmblwAEWFpfwGg2l5UqJrmu4jkOr1aE3v8Dy8gEO3HSQg4cOs7p6kPn5BbxGA13XyfNcpUDHKhAbj0ckSapqDeYXyufdzOFbbuXmW36Om2++hUOHb+amQ4e56eBBlldWmOv18BoNleaVkjiJlfgfjAkmgYrak5S8KCqFZFrkJ8v+tLwqLI8Iw5AgCFRll+8r1yZNlSbreapwvNRzd2fi9qux4JLJGgQB73vf+3jiiScuuP7P//zP+cxnPsPnP/95nnvuORqNBsePHyeKomqbj3/847z00kt89atf5ctf/jJf//rXuf/++9/+u7gEKOmKneKNJCKKQuIoJE0UWe0y++Lsqg3QdK2qL91dRyQQZQnftMC5jIalJE1i/ME262trbPe3yLIMt9FgcXmZW279Od7xzndx6y0/z/LyATrdLq7rYRg6SEmWq7K/OI4Io4gojimKAst2aLc7dOd6aul0aTZbyse2LSzbwrRsVQdQylSmZWGUUTtAlubEUUwcT3vDyrZzw8AwVbWXaZo4jku722FxcYnl5RUWF5fo9eZptZSaYOha5fsncUySJGTpTlllJY/tkzxwyW7AXXfdxV133XXBdVJKPv3pT/PHf/zH/OZv/iYAf/d3f8fy8jJf+tKXuPfee/nud7/L008/zTe/+U0+8IEPAPDZz36Wu+++m7/4i79gdXX1Mt7OW8e0einPs3JRkbDK3Dg0XA/HsTFNA0PXyxrN0l9lr7GYqgF52TUQhSFBMFa59s0ttjY2GI9H2I5Du9Nmbm6epaVlVlZWOXDgJnrzC7heAwHkRVaWIBZkeaaIkCQkSQq2qiO1HVeVMzrOnsi7KIOivKyXBVF2BZiYpkWRSzShkxc5SZKWkl2CZSWqWKeckyCEhmEaOJ5Hb26eLM3QNVUjYJmqdHJoqCygpgmyNCGKQqIwrAhb5DmSYl8LsPfVZ3311Vc5e/Ysx44dqx7rdDocOXKEU6dOce+993Lq1Cm63W5FVIBjx46haRrPPfccH/nIR87b77lTBH3fv+xjVcUtKkialgMKwPMaNBpN3EajzGBZO7n6i3V5FqoQW3UM+AwHA7b7W/S3NhmNfdI0Rdd1Gg3l0y4trbC6ehPLywdYWFii1WpjW3ZZUJ2WlfdKz83yjDiJmIQBeZHv7VqYpnjLLwugZh/EkVImkpg0LbctyoYYqQZ5TMsLNU1XxSxJTOI42LZVVWa5jkve6VIUxa7ucKHkKyCKJirBIITqgkgT0jQhzzLyIt9pAdonwu4rWc+ePQtwwQmB03Vnz55laWlp70EYBr1er9rmXOzXFEGVy1dFzJquYZkqmm62WqiUvka726XZ7tBotrBdD6PUWXcXlewOGCRKs43DiJHv0+9vsbm+zvrGGhvrZ5lMJpimgeu69OYXWFxaYWVlleXlVRYXl2h3OpXMI6VQHbTmjtguQVVFTSZkaUowHqklaOM4bqUDU1r+KIrw/RG+P2Q8GlfNinmelW3iBVmeViWGSRITjHxc18XzPFWA027TbLZxHEe5NgI0IZS7IEEgKZAEY7/qEJBS6cZZnqqyxqrDomC/plTNhBpw7hRB3/c5dOjQ29rXVPA2dNUG3Wy2yLMMy7DQNI3uXI9mu4PbULqlYVrnaax797dTExqGoarWHw5UfWsQIIQoi6mbLC4ts7S0wsLikmpE7M7hum5JNhBSYuhln5RpY06nweiqkFlViUUE4zH+cIBhGEhU9VTiJggNwsmEwWDAYLvPeOQThxF5ppoHdd1QheS6gUSW1nVc1t9auG6DTqddJhrMKtizbQfP82g2G4STFpNQFXzneVb1YVHm/qdJhanFlwUI/W19VOdhX8k6nQK4trbGgQMHqsfX1tZ4//vfX21z7jj2LMvo9/uXPEXw7WBqFQ3DwPM8Op0uRnmJ1jSNTqerMjGuW2qQJrr2Fvv3d3WTGoaqPLJNG8M0aLbaLC4ts7CwyFyvR7PVxnGVZUQIZYHKulvDVEXiDc+j3e4wPz/PJBiRpilCCIJgjN7XSdOU8WiE12ziui5CCKIoZOT7KmIfjctEh6isZKvVpt3u0Gg0Scu2nGA8JaxNp9shSmIkgm6aoGkaaaLaZ6o+tSxVl/o8RxMCXdMwDL1sySk16XNavvcD+0rWW2+9lZWVFU6ePFmR0/d9nnvuOR588EEAjh49ymAw4IUXXuD2228H4JlnnqEoCo4cObKfh3Mept2bIDANk0ajiRAanusqImia6uNvNqu6T60kalUQfQEdRkXSOqZl4rguzVaLNM1wPRdd13E9NYao252j2+3RbndwXGdPSpKyQFnTdEzDxHVcWq22IupNB9EEZUaMqn9sPBphWQ6O66h0rqZVyYA0iZVFlWBZJoahalw73S6LC0pSGw62icKIjY0N4ihECI1Wu00Ux0ggDBcwTYM8ywlDpfkO/QGj0YhgMiaOQjTXRdcMbNvBsd2qAEc3plmx/fv8Lpms4/GY73//+9Xfr776KqdPn6bX63H48GEefvhh/uzP/ox3vvOd3HrrrfzJn/wJq6ur3HPPPQD8wi/8Ar/2a7/GJz7xCT7/+c+TpiknTpzg3nvvvSpKwNQN0Mt6TV03yD2XPC8QQmBaZtXOIsS0JPDiwRUof043VCeC5zVI2ylCaOR5ph5rNPEaHs1GUwVvrodpWueNJBdCgKaOzbIdFZDNzZOlKaahl60zY8JQFXqHE5WBC8MJlm2habpK6aYqrWoYOpZl49gOruvRaDTozs0xv7CAbTuqq6AsWxyNRmR5xiSaqDpcyyKMQmxLFYrHccTIH6qkwGSiUrdSouuqndz1Grieh207qm62DEr307ReMlmff/55fvVXf7X6e+pL3nfffXzhC1/gD//wDwmCgPvvv5/BYMCv/Mqv8PTTT+M4TvWcv//7v+fEiRN86EMfQtM0PvrRj/KZz3xmH97Om2NqGXVdL6NenULayKJshtN1patqGqBVwyUues7LtplpSWGRq8hZldtJbMfG9Twc28F2HOyyNVp/Az9Y13SssoB5GuU7lk2z2WY4VJZNqQK5auJjOmxCK4u11aV56msqhaNBo6myXqprwSScBLRabZrNZjWoI00TBoNtNEPH9wfqHAmh/OIoqgZ2qJoEdRVptzu0211VI+C5pZxm7iRR9gk3zBTB3ZhOEFS/ZRkYqHWaEHCBrsyLBlgqw1DqoSlJrFK4aVLWGZgmllPOyCoHTujatE3m/H1W87jKyYZJkqh62zAgGI8rsoZTTbP0HXeaCnd8csd1aTSVFNfwGlUXQbPZQtM0NjfW+d8ffJ/Xf/QjNjfXGfoDojgqdVY1FMOYJkWEBkWZ5y/lKNtxmF9Y5OChwywvH6Dd6ZRZLKcsWjcQmv6mrkA9RfANsFOMIs67vE+n7EkJQry5SCgAKQSGroMplFW0LIo8ByGU2G5OW7l33IqL7XZ6bJquY6Iu7crKqku58onbhGFIXH4p0jSpCCvKbNQ0AzVt6fZcT80QcF1sxwMkzWaT+fl54jguywxt9UUoU89RlqKliWqx0U0MXcc0rFKXtvCaTeYXFpjr9mi32zQajdKFsqrkwn7ihiQrcHGyUBoO8QYbXeBZQtMxDK1UAoydmtBpV+wb3DLnQtA0gUC5I1IvI21TtVM3my3iRFndNEnKqSlKR93tlli2rZoebafqELDK1KuUBY7r0estgBB4nupSHfpDRiOfYDIug06xJ3M1DaTchkez2Waup9K+jWZL6b6mseOv1uOD9heXXxEkEEIiEQhd+Yq7Pau9E/vU9m++S1XgXFl+TUOTejlYwqZo7hRvZ1lGWv6WxU5Tnj4luFGO0DR3yUqaQErl03bn5rBsSzUZdrv4vs/QH+D7QzX+qJyXpdptlOqggjUVLDZbLVrttgoarVLm2+XeXFM1oMaFsEuiEaCdk7G51C+E4vTuD1xUK6a9ZCo1qzpU88pvLaZHU+m9mq78zWkPmXq+Oh7TNBCah2GVwz881c3abKmOVpXiLuU0cyctPSWs4yi3ZKdz9q3q0W8PNVmvMPYjet3xnPdWeyk/2KjGEp1r0SvZrbTu5/JI03RMofxsQ1f3T/AaagTntAZhuq/pmEw1d8vANEzMqdW2diq6riRqsl4B7P/48nKPcke12A2haegXCmYuaOSquj0o29N1oVV1ueBRtHbuhVDtSghkadWFKGsExI4F37H6Vw41WWcc1dCNi/DkYl+c3a5GpY7oYmdAxwWIV0yr/svxQfvZBfBWUJP1OkAZ3p3z2M7PN3/+LhWk7EQtdu1zt5w3fb1rgZqs1wkuj0C73Az1588kZpqsg+0+WZpe68OocZkYj0dvabuZJuv/+/D/fcP709eYDRTFWxvaNtNk3dxcf/ONalw3qM1SjZlBTdYaM4OarDVmBjVZa8wMarLWmBnUZK0xM6jJWmNmcElkffzxx7njjjtotVosLS1xzz338Morr+zZJooiHnroIebn52k2m3z0ox9lbW1tzzavvfYav/7rv47neSwtLfEHf/AHVTlajRoXhbwEHD9+XD755JPyxRdflKdPn5Z33323PHz4sByPx9U2DzzwgDx06JA8efKkfP755+Uv/dIvyV/+5V+u1mdZJm+77TZ57Ngx+d///d/yK1/5ilxYWJCPPfbYWz6O4XA4bVurl+toGQ6Hb/i5XxJZz8X6+roE5LPPPiullHIwGEjTNOU//uM/Vtt897vflYA8deqUlFLKr3zlK1LTNHn27Nlqm8997nOy3W7LOI7f0uvWZL0+lzcj62X5rMPhEIBerwfACy+8QJqme6YIvvvd7+bw4cOcOnUKgFOnTvGLv/iLe4a3HT9+HN/3eemlly74OnEclzfS3Vlq3Hh422QtioKHH36YD37wg9x2222AmhBoWRbdbnfPtudOEbzQlMHpugvh8ccfp9PpVMvbHcpWY7bxtsn60EMP8eKLL/LUU0/t5/FcEI899hjD4bBaXn/99Sv+mjV+9vC2qq5OnDhRjVc/ePBg9fjKygpJkjAYDPZY17W1tWpC4MrKCt/4xjf27G+qFlyNKYI1ZhiXElAVRSEfeughubq6Kr/3ve+dt34aYP3TP/1T9djLL798wQBrbW2t2uav//qvZbvdllEUvaXjqAOs63PZVzXgwQcflJ1OR37ta1+TZ86cqZbJZFJt88ADD8jDhw/LZ555Rj7//PPy6NGj8ujRo9X6qXT14Q9/WJ4+fVo+/fTTcnFxsZau6mV/yXqxF3nyySerbcIwlL/7u78r5+bmpOd58iMf+Yg8c+bMnv388Ic/lHfddZd0XVcuLCzI3//935dpmtZkvcGXNyPrTE8RrHF94c2mCNa1ATVmBjVZa8wMarLWmBnUZK0xM6jJWmNmUJO1xsygJmuNmUFN1hozg5qsNWYGNVlrzAxqstaYGdRkrTEzqMlaY2ZQk7XGzKAma42ZQU3WGjODmqw1ZgY1WWvMDGqy1pgZXBJZP/e5z/He976XdrtNu93m6NGj/Ou//mu1vp4gWOOK4hKaW+U///M/y3/5l3+R3/ve9+Qrr7wi/+iP/kiapilffPFFKeXVmSBYd7dev8sVnSIopZRzc3Pyb/7mb67aBEEpa7Jer8sVmyKY5zlPPfUUQRBw9OjRKzZBEOopgjUULpms3/72t2k2m9i2zQMPPMAXv/hF3vOe91yxCYJQTxGsoXDJZH3Xu97F6dOnee6553jwwQe57777+M53vnMljq1CPUWwBryNKYKWZfGOd7wDgNtvv51vfvOb/OVf/iUf+9jHrsgEQainCNZQuGydtSgK4jjm9ttvxzRNTp48Wa175ZVXeO211zh69CgAR48e5dvf/jbr6zs3CP7qV79Ku93mPe95z+UeSo3rHZcS+T/66KPy2Wefla+++qr81re+JR999FEphJD/9m//JqW8OhMEazXg+l32Vbr67d/+bXnzzTdLy7Lk4uKi/NCHPlQRVcqrM0FQypqs1+tSTxGsMTOopwjWuG5Qk7XGzKAma42ZQU3WGjODmqw1ZgY1WWvMDGqy1pgZ1GStMTOoyVpjZlCTtcbMoCZrjZlBTdYaM4OarDVmBjVZa8wMarLWmBnUZK0xM6jJWmNmMJNkncHmhhpvAW/2uc4kWbe2tq71IdS4AhiNRm+4/pLnBvwsoNfrAWoi4Y3Qi+X7PocOHeL1119/wx6lWYWUktFoxOrq6htuN5Nk1TR1Qeh0Otflh3cxTEeNXo94K0ZnJt2AGjcmarLWmBnMJFlt2+ZTn/rUDTP/6kZ7vxfDTA65qHFjYiYta40bEzVZa8wMarLWmBnUZK0xM6jJWmNmMJNkfeKJJ7jllltwHIcjR46cN/p9FvD4449zxx130Gq1WFpa4p577uGVV17Zs019E7xzcElTfH8G8NRTT0nLsuTf/u3fypdeekl+4hOfkN1uV66trV3rQ7skHD9+XD755JPyxRdflKdPn5Z33323PHz4sByPx9U2V+smeLOCmSPrnXfeKR966KHq7zzP5erqqnz88cev4VFdPtbX1yUgn332WSmlvKo3wZsVzJQbkCQJL7zwwp4bw2maxrFjx6obw80qhsMhsFNRdiVvgjermCmybm5ukuf5BW/89kY3fftZR1EUPPzww3zwgx/ktttuA7iiN8GbVcxkieD1hoceeogXX3yR//iP/7jWh/IzjZmyrAsLC+i6fl5EvPvGcLOGEydO8OUvf5l///d/5+DBg9XjKysr1U3wduPcm+Bd6FxM111vmCmyWpbF7bffvufGcEVRcPLkyerGcLMCKSUnTpzgi1/8Is888wy33nrrnvX1TfAugGsd4V0qnnrqKWnbtvzCF74gv/Od78j7779fdrvdPRHxLODBBx+UnU5Hfu1rX5NnzpyplslkUm1ztW6CNyuYObJKKeVnP/tZefjwYWlZlrzzzjvlf/7nf17rQ7pkcJEblz355JPVNlfrJnizgrqetcbMYKZ81ho3Nmqy1pgZ1GStMTOoyVpjZlCTtcbMoCZrjZlBTdYaM4OarDVmBjVZa8wMarLWmBnUZK0xM/j/HluH5v0PP3wAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1963</s>\n",
      "19631963</s>\n",
      "0 4000 0.57044517993927\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1980</s>\n",
      "<s><s></s>\n",
      "0 5000 0.3483099639415741\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1985</s>\n",
      "<s>1985</s>\n",
      "0 6000 0.7835842967033386\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>2002</s>\n",
      "<s><s></s>\n",
      "0 7000 0.37344974279403687\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>苍一元</s>\n",
      "<s>苍一元</s>\n",
      "0 8000 0.6317549347877502\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>8</s>\n",
      "<s><s></s>\n",
      "1 0 0.6963645815849304\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1979</s>\n",
      "19791979</s>\n",
      "1 1000 0.751134991645813\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>女</s>\n",
      "<s>女</s>\n",
      "1 2000 0.08275269716978073\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>河南省安阳市内黄县</s>\n",
      "<s>河南省安阳市冈黄县</s>\n",
      "1 3000 0.023001834750175476\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>1995</s>\n",
      "<s>1995</s>\n",
      "1 4000 0.15374039113521576\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>洪子萱</s>\n",
      "<s>洪子萱</s>\n",
      "1 5000 0.08507890999317169\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>女</s>\n",
      "<s>女</s>\n",
      "1 6000 0.1018361747264862\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>汉</s>\n",
      "<s>汉</s>\n",
      "1 7000 0.02514154277741909\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>26</s>\n",
      "<s>26</s>\n",
      "1 8000 0.15522858500480652\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 150x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<s>孔敏绮</s>\n",
      "<s>孔敼纲</s>\n"
     ]
    }
   ],
   "source": [
    "optimizer = torch.optim.AdamW(model.parameters(), lr=2e-5)\n",
    "criterion = torch.nn.CrossEntropyLoss(\n",
    "    ignore_index=processor.tokenizer.pad_token_id)\n",
    "\n",
    "for epoch in range(2):\n",
    "    for i, (pixel_values, input_ids) in enumerate(loader):\n",
    "        logits = model(pixel_values, input_ids)\n",
    "\n",
    "        loss = criterion(logits.flatten(0, 1), input_ids.flatten())\n",
    "\n",
    "        loss.backward()\n",
    "        torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0)\n",
    "        optimizer.step()\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        if i % 1000 == 0:\n",
    "            print(epoch, i, loss.item())\n",
    "            testi = random.randint(0, 7)\n",
    "            show(pixel_values[testi])\n",
    "            print(decode(input_ids[testi]))\n",
    "            print(decode(logits[testi].argmax(1)))\n",
    "            \n",
    "torch.save(model.to('cpu'), 'models/character_recognization.model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "simple",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.1.-1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
